Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: STYX

Gene summary for STYX

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

STYX

Gene ID

6815

Gene nameserine/threonine/tyrosine interacting protein
Gene AliasSTYX
Cytomap14q22.1
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

A0A024R641


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Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
6815STYXLZE4THumanEsophagusESCC7.73e-123.53e-010.0811
6815STYXLZE5THumanEsophagusESCC1.29e-032.18e-010.0514
6815STYXLZE20THumanEsophagusESCC3.86e-051.46e-010.0662
6815STYXLZE22THumanEsophagusESCC1.92e-041.90e-010.068
6815STYXLZE24THumanEsophagusESCC4.58e-142.68e-010.0596
6815STYXLZE21THumanEsophagusESCC1.00e-021.20e-010.0655
6815STYXLZE6THumanEsophagusESCC1.05e-021.10e-010.0845
6815STYXP1T-EHumanEsophagusESCC2.69e-028.34e-020.0875
6815STYXP2T-EHumanEsophagusESCC2.89e-101.41e-010.1177
6815STYXP4T-EHumanEsophagusESCC1.17e-183.30e-010.1323
6815STYXP5T-EHumanEsophagusESCC1.60e-151.63e-010.1327
6815STYXP8T-EHumanEsophagusESCC3.67e-091.47e-010.0889
6815STYXP9T-EHumanEsophagusESCC5.85e-081.00e-010.1131
6815STYXP10T-EHumanEsophagusESCC4.74e-081.82e-010.116
6815STYXP11T-EHumanEsophagusESCC1.78e-112.87e-010.1426
6815STYXP12T-EHumanEsophagusESCC2.40e-122.37e-010.1122
6815STYXP15T-EHumanEsophagusESCC5.74e-253.72e-010.1149
6815STYXP16T-EHumanEsophagusESCC1.10e-081.08e-010.1153
6815STYXP17T-EHumanEsophagusESCC8.48e-051.44e-010.1278
6815STYXP20T-EHumanEsophagusESCC4.53e-122.11e-010.1124
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EsophagusThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
LiverThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
Oral CavityThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
SkinThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

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Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:003209117SkincSCCnegative regulation of protein binding43/486494/187232.68e-053.03e-0443
GO:003406316SkincSCCstress granule assembly17/486426/187232.77e-053.11e-0417
GO:0035304112SkincSCCregulation of protein dephosphorylation41/486490/187234.61e-054.80e-0441
GO:190179913SkincSCCnegative regulation of proteasomal protein catabolic process26/486449/187234.78e-054.96e-0426
GO:190211515SkincSCCregulation of organelle assembly72/4864186/187238.90e-058.35e-0472
GO:005134627SkincSCCnegative regulation of hydrolase activity130/4864379/187231.74e-041.49e-03130
GO:003530818SkincSCCnegative regulation of protein dephosphorylation19/486434/187232.03e-041.69e-0319
GO:003134622SkincSCCpositive regulation of cell projection organization120/4864353/187234.49e-043.44e-03120
GO:003530514SkincSCCnegative regulation of dephosphorylation22/486445/187238.01e-045.55e-0322
GO:0035303112SkincSCCregulation of dephosphorylation49/4864128/187231.46e-039.17e-0349
GO:001631115SkincSCCdephosphorylation134/4864417/187232.65e-031.50e-02134
GO:001097522SkincSCCregulation of neuron projection development141/4864445/187233.72e-031.99e-02141
GO:001097613SkincSCCpositive regulation of neuron projection development57/4864163/187236.66e-033.24e-0257
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
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Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
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Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
STYXSNVMissense_Mutationc.599G>Ap.Gly200Aspp.G200DQ8WUJ0protein_codingdeleterious(0.03)possibly_damaging(0.832)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
STYXSNVMissense_Mutationc.87N>Ap.Met29Ilep.M29IQ8WUJ0protein_codingtolerated(0.16)benign(0.149)TCGA-C8-A12P-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
STYXSNVMissense_Mutationnovelc.451N>Gp.Gln151Glup.Q151EQ8WUJ0protein_codingdeleterious(0.04)possibly_damaging(0.729)TCGA-VS-A9UP-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
STYXSNVMissense_Mutationnovelc.349C>Ap.Leu117Ilep.L117IQ8WUJ0protein_codingdeleterious(0)probably_damaging(1)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
STYXinsertionFrame_Shift_Insrs769509399c.290_291insTp.Met101TyrfsTer3p.M101Yfs*3Q8WUJ0protein_codingTCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
STYXSNVMissense_Mutationnovelc.428N>Gp.Tyr143Cysp.Y143CQ8WUJ0protein_codingtolerated(0.06)benign(0.333)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
STYXSNVMissense_Mutationc.80N>Ap.Arg27Glnp.R27QQ8WUJ0protein_codingdeleterious(0)possibly_damaging(0.499)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
STYXSNVMissense_Mutationc.289N>Tp.Arg97Cysp.R97CQ8WUJ0protein_codingtolerated(0.06)benign(0.031)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
STYXSNVMissense_Mutationnovelc.377N>Tp.Arg126Ilep.R126IQ8WUJ0protein_codingdeleterious(0.02)probably_damaging(0.987)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
STYXSNVMissense_Mutationc.665N>Cp.Asn222Thrp.N222TQ8WUJ0protein_codingtolerated_low_confidence(0.08)benign(0.19)TCGA-B5-A11E-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
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Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
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